Annals of noninvasive electrocardiology : the official journal of the International Society for Holter and Noninvasive Electrocardiology, Inc
Artificial Intelligence-Enabled Electrocardiogram Screening for Detection of Low Ejection Fraction in Routine Care: A Systematic Review and Meta-Analysis of Randomized Controlled Trials
By Ahmed AAO, Ahmed OAO, Ahmed RAO and 6 others.
Abstract
Background
Left ventricular systolic dysfunction (LVSD) is common and treatable but often undiagnosed, especially in early stages with non-specific symptoms. AI applied to standard ECGs offers low-cost screening for low ejection fraction (EF), yet its real-world impact on diagnosis remains unclear.



